ThemeRegistry.enable('latimes')
| country_name | alpha-2_code | alpha-3_code | numeric_code | iso_3166-2 | |
|---|---|---|---|---|---|
| 0 | Afghanistan | AF | AFG | 4 | ISO 3166-2:AF |
| 1 | Ã…land Islands | AX | ALA | 248 | ISO 3166-2:AX |
| 2 | Albania | AL | ALB | 8 | ISO 3166-2:AL |
| 3 | Algeria | DZ | DZA | 12 | ISO 3166-2:DZ |
| 4 | American Samoa | AS | ASM | 16 | ISO 3166-2:AS |
| ... | ... | ... | ... | ... | ... |
| 241 | Wallis and Futuna | WF | WLF | 876 | ISO 3166-2:WF |
| 242 | Western Sahara | EH | ESH | 732 | ISO 3166-2:EH |
| 243 | Yemen | YE | YEM | 887 | ISO 3166-2:YE |
| 244 | Zambia | ZM | ZMB | 894 | ISO 3166-2:ZM |
| 245 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW |
246 rows × 5 columns
| iso_code | location | date | total_cases | new_cases | total_deaths | new_deaths | total_cases_per_million | new_cases_per_million | total_deaths_per_million | new_deaths_per_million | total_tests | new_tests | total_tests_per_thousand | new_tests_per_thousand | tests_units | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ABW | Aruba | 2020-03-13 | 2 | 2 | 0 | 0 | 18.733 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN |
| 1 | ABW | Aruba | 2020-03-20 | 4 | 2 | 0 | 0 | 37.465 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN |
| 2 | ABW | Aruba | 2020-03-24 | 12 | 8 | 0 | 0 | 112.395 | 74.930 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN |
| 3 | ABW | Aruba | 2020-03-25 | 17 | 5 | 0 | 0 | 159.227 | 46.831 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN |
| 4 | ABW | Aruba | 2020-03-26 | 19 | 2 | 0 | 0 | 177.959 | 18.733 | 0.0 | 0.0 | NaN | NaN | NaN | NaN | NaN |
(331002836.90142155, 65272613.4815742, 83785216.29224937)
| geo_type | region | transportation_type | date | change | location | iso_code | |
|---|---|---|---|---|---|---|---|
| 0 | country/region | Albania | driving | 2020-01-13 | 0.0000 | Albania | ALB |
| 1 | country/region | Albania | driving | 2020-01-14 | -0.0470 | Albania | ALB |
| 2 | country/region | Albania | driving | 2020-01-15 | 0.0143 | Albania | ALB |
| 3 | country/region | Albania | driving | 2020-01-16 | -0.0280 | Albania | ALB |
| 4 | country/region | Albania | driving | 2020-01-17 | 0.0355 | Albania | ALB |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 39890 | city | Zurich | walking | 2020-04-18 | -0.2394 | NaN | NaN |
| 39891 | city | Zurich | walking | 2020-04-19 | -0.2578 | NaN | NaN |
| 39892 | city | Zurich | walking | 2020-04-20 | -0.3494 | NaN | NaN |
| 39893 | city | Zurich | walking | 2020-04-21 | -0.3382 | NaN | NaN |
| 39894 | city | Zurich | walking | 2020-04-22 | -0.2765 | NaN | NaN |
39895 rows × 7 columns
C:\Users\Horace\miniconda3\envs\uncover\lib\site-packages\IPython\core\interactiveshell.py:3063: DtypeWarning: Columns (3) have mixed types.Specify dtype option on import or set low_memory=False. interactivity=interactivity, compiler=compiler, result=result)
| country_region_code | country_region | sub_region_1 | sub_region_2 | date | retail_and_recreation | grocery_and_pharmacy | parks | transit_stations | workplaces | residential | country_name | alpha-2_code | alpha-3_code | numeric_code | iso_3166-2 | location | iso_code | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | AE | United Arab Emirates | NaN | NaN | 2020-02-15 | 0.0 | 4.0 | 5.0 | 0.0 | 2.0 | 1.0 | United Arab Emirates | AE | ARE | 784 | ISO 3166-2:AE | United Arab Emirates | ARE |
| 1 | AE | United Arab Emirates | NaN | NaN | 2020-02-16 | 1.0 | 4.0 | 4.0 | 1.0 | 2.0 | 1.0 | United Arab Emirates | AE | ARE | 784 | ISO 3166-2:AE | United Arab Emirates | ARE |
| 2 | AE | United Arab Emirates | NaN | NaN | 2020-02-17 | -1.0 | 1.0 | 5.0 | 1.0 | 2.0 | 1.0 | United Arab Emirates | AE | ARE | 784 | ISO 3166-2:AE | United Arab Emirates | ARE |
| 3 | AE | United Arab Emirates | NaN | NaN | 2020-02-18 | -2.0 | 1.0 | 5.0 | 0.0 | 2.0 | 1.0 | United Arab Emirates | AE | ARE | 784 | ISO 3166-2:AE | United Arab Emirates | ARE |
| 4 | AE | United Arab Emirates | NaN | NaN | 2020-02-19 | -2.0 | 0.0 | 4.0 | -1.0 | 2.0 | 1.0 | United Arab Emirates | AE | ARE | 784 | ISO 3166-2:AE | United Arab Emirates | ARE |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 230823 | ZW | Zimbabwe | NaN | NaN | 2020-04-13 | -71.0 | -63.0 | -51.0 | -83.0 | -80.0 | 49.0 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW | Zimbabwe | ZWE |
| 230824 | ZW | Zimbabwe | NaN | NaN | 2020-04-14 | -63.0 | -53.0 | -47.0 | -78.0 | -64.0 | 41.0 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW | Zimbabwe | ZWE |
| 230825 | ZW | Zimbabwe | NaN | NaN | 2020-04-15 | -62.0 | -50.0 | -51.0 | -77.0 | -65.0 | 42.0 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW | Zimbabwe | ZWE |
| 230826 | ZW | Zimbabwe | NaN | NaN | 2020-04-16 | -62.0 | -50.0 | -48.0 | -77.0 | -64.0 | 42.0 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW | Zimbabwe | ZWE |
| 230827 | ZW | Zimbabwe | NaN | NaN | 2020-04-17 | -62.0 | -48.0 | -47.0 | -79.0 | -62.0 | 43.0 | Zimbabwe | ZW | ZWE | 716 | ISO 3166-2:ZW | Zimbabwe | ZWE |
230828 rows × 18 columns
country_region_code country_region sub_region_1 sub_region_2 country_name alpha-2_code alpha-3_code iso_3166-2 location iso_code numeric_code date mobility_category
AE United Arab Emirates NaN NaN United Arab Emirates AE ARE ISO 3166-2:AE United Arab Emirates ARE 784 2020-02-15 retail_and_recreation 0.00
grocery_and_pharmacy 0.04
parks 0.05
transit_stations 0.00
workplaces 0.02
...
ZW Zimbabwe NaN NaN Zimbabwe ZW ZWE ISO 3166-2:ZW Zimbabwe ZWE 716 2020-04-17 grocery_and_pharmacy -0.48
parks -0.47
transit_stations -0.79
workplaces -0.62
residential 0.43
Name: change, Length: 48765, dtype: float64
| id | country | iso | admin_level_name | pcode | region | log_type | category | measure | targeted_pop_group | comments | non_compliance | date_implemented | source | source_type | link | entry_date | alternative source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | Afghanistan | AFG | NaN | NaN | Asia | Introduction / extension of measures | Public health measures | Health screenings in airports and border cross... | No | NaN | NaN | 2020-02-12 | Ministry of Health | Government | https://moph.gov.af/en/moph-held-emergency-mee... | 2020-03-14 | NaN |
| 1 | 2 | Afghanistan | AFG | Kabul | NaN | Asia | Introduction / extension of measures | Public health measures | Introduction of isolation and quarantine policies | No | NaN | NaN | 2020-02-12 | Ministry of Health | Government | https://moph.gov.af/en/moph-held-emergency-mee... | 2020-03-14 | NaN |
| 2 | 3 | Afghanistan | AFG | NaN | NaN | Asia | Introduction / extension of measures | Public health measures | Awareness campaigns | No | NaN | NaN | 2020-02-12 | Ministry of Health | Government | https://moph.gov.af/en/moph-held-emergency-mee... | 2020-03-14 | NaN |
| 3 | 4 | Afghanistan | AFG | NaN | NaN | Asia | Introduction / extension of measures | Governance and socio-economic measures | Emergency administrative structures activated ... | No | NaN | NaN | 2020-02-12 | Ministry of Health | Government | https://moph.gov.af/en/moph-held-emergency-mee... | 2020-03-14 | NaN |
| 4 | 5 | Afghanistan | AFG | NaN | NaN | Asia | Introduction / extension of measures | Social distancing | Limit public gatherings | No | Nevruz festival cancelled | NaN | 2020-03-12 | AA | Media | https://www.aa.com.tr/en/asia-pacific/coronavi... | 2020-03-14 | NaN |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 7074 | 4303 | Zimbabwe | ZWE | NaN | NaN | Africa | Phase-out measure | Public health measures | Other public health measures enforced | No | Zimbabwe reversed a ban on the sale of alcohol... | Not applicable | 2020-04-03 | BBC | Media | https://www.bbc.com/news/topics/crr7mlg0rpvt/z... | 2020-04-07 | NaN |
| 7075 | 4646 | Zimbabwe | ZWE | NaN | NaN | Africa | Introduction / extension of measures | Governance and socio-economic measures | State of emergency declared | No | Declaration of State of Disaster, 17 March | Not applicable | 2020-03-17 | ONHCR Document | UN | See ACAPS folder | 2020-04-10 | NaN |
| 7076 | 5420 | Zimbabwe | ZWE | NaN | NaN | Africa | Introduction / extension of measures | Public health measures | Testing policy | No | Zimbabwe begins mass testing with the aim to e... | Not applicable | 2020-04-15 | BBC | Media | https://www.bbc.com/news/world/africa/live | 2020-04-15 | NaN |
| 7077 | 5421 | Zimbabwe | ZWE | NaN | NaN | Africa | Introduction / extension of measures | Governance and socio-economic measures | Emergency administrative structures activated ... | No | The Ministry has launched a tollfree helpline ... | Not applicable | 2020-04-14 | Ministry of Information | Social media | https://twitter.com/MinOfInfoZW/status/1250037... | 2020-04-15 | NaN |
| 7078 | 6425 | Zimbabwe | ZWE | NaN | NaN | Africa | Introduction / extension of measures | Lockdown | Partial lockdown | No | Lockdown due to end on the 20th April will be ... | Up to detention | 2020-04-20 | BBC | Media | https://www.bbc.com/news/live/world-africa-476... | 2020-04-20 | NaN |
7079 rows × 18 columns
id 1 country Afghanistan iso AFG admin_level_name NaN pcode NaN region Asia log_type Introduction / extension of measures category Public health measures measure Health screenings in airports and border cross... targeted_pop_group No comments NaN non_compliance NaN date_implemented 2020-02-12 00:00:00 source Ministry of Health source_type Government link https://moph.gov.af/en/moph-held-emergency-mee... entry_date 2020-03-14 00:00:00 alternative source NaN Name: 0, dtype: object
Public health measures 2436 Movement restrictions 1649 Governance and socio-economic measures 1394 Social distancing 1271 Lockdown 327 Humanitarian exemption 2 Name: category, dtype: int64
<matplotlib.axes._subplots.AxesSubplot at 0x195bdf03b08>
(9173, 19)